Not true unless the function is also differentiable or some smoothness condition applied (probably Lipschitz is sufficient). Counterexample:

Definitely an absolutely (Lebesgue) integrable function, with integral in fact, but the limit in question does not exist.

Now, you might be able to say that the lim sup has to go to zero. Haven't examined that in detail.